[PDF] Top 20 Parser Training with Heterogeneous Treebanks
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Parser Training with Heterogeneous Treebanks
... (UD) treebanks (Nivre et ...These treebanks can differ in several respects: they can contain material from differ- ent language variants, domains, or genres, and written or spoken ...tion, treebanks ... See full document
7
Reranking and Self Training for Parser Adaptation
... in parser adaptation is premised on the as- sumption that one wants a single parser that can handle a wide variety of ...create treebanks for a large number of do- ... See full document
8
Training with Exploration Improves a Greedy Stack LSTM Parser
... multilingual treebanks of the CoNLL 2009 shared task (Hajiˇc et ...the treebanks contain nonprojective sentences and arc- hybrid does not allow nonprojective trees, we use the pseudo-projective approach ... See full document
6
Korean Treebank Transformation for Parser Training
... Korean treebanks (Choi et ...the parser, for example an en- tity represented by a sequence of nouns will be annotated as two or more different noun phrases, depending on the number of spaces ...Korean ... See full document
11
One model, two languages: training bilingual parsers with harmonized treebanks
... harmonized treebanks, that accurately analyze sentences in any of the learned languages and where it is possible to take advan- tage of linguistic universals, but they are still de- pendent on language-specific ... See full document
7
Training Parsers on Incompatible Treebanks
... To exemplify how syntactic annotation conven- tions may differ in even such a simple case as un- labeled dependency annotation, consider the Italian sentence fragment la sospensione o l’interruzione (’the suspension or ... See full document
11
Cross lingual Transfer Parsing for Low Resourced Languages: An Irish Case Study
... involves training a parser on one language, and parsing data of another ...chosen treebanks are mapped for uniformity ...that training data taken across language-groups also produces promising ... See full document
9
Multi Source Transfer of Delexicalized Dependency Parsers
... amine whether this is also true for parser transfer. Table 2 shows the matrix of source-target lan- guage UAS for all nine languages we consider (the original eight target languages plus English). We can see that ... See full document
11
LIMSI@CoNLL’17: UD Shared Task
... each parser in turn annotates some of the tokens, and has access to previous predictions on other tokens to help current prediction; in the end each token is annotated by exactly one ...small treebanks, as ... See full document
11
Exploiting Heterogeneous Treebanks for Parsing
... a parser to gen- erate N-best parses as conversion candidates and then use the structural information of source trees to select the best parse as a converted ... See full document
9
Comparing the Use of Edited and Unedited Text in Parser Self Training
... trained parser to biomedical ...as training material, they use sentences from a biology textbook under the assumption that the parses produced for these sentences will be more accurate (and thus more ... See full document
5
Self Training for Enhancement and Domain Adaptation of Statistical Parsers Trained on Small Datasets
... There are four differences between the protocols. First, Steedman et al’s seed set consists of consecu- tive WSJ sentences, while we select them randomly. In the next section we show that this difference is immaterial. ... See full document
8
Parser Adaptation to the Biomedical Domain without Re Training
... Although the Penn Treebank has been a vital tool in the development and evaluation of pars- ing technology, providing a standard dataset for comparison of parsers, practical application of these techniques usually ... See full document
11
Artificially Evolved Chunks for Morphosyntactic Analysis
... We introduce a language-agnostic evolutionary technique for automatically extracting chunks from dependency treebanks. We evaluate these chunks on a number of morphosyntactic tasks, namely POS 1 tagging, ... See full document
11
tweeDe – A Universal Dependencies treebank for German tweets
... We also observe the opposite case where tokens that should have been written as one word are split into two or more separate tokens in the tweet. Most of these are German noun compounds. We chose to annotate split ... See full document
9
A Puristic Approach for Joint Dependency Parsing and Semantic Role Labeling
... Semantic role labeling is considered as a post- process that is applied on the output of the syn- tactic parser. Following Hacioglu (2004), we consider the labeling of semantic roles as a clas- sification problem ... See full document
5
Predicting Discourse Structure using Distant Supervision from Sentiment
... lation modelling. Joty et al. (2015) further propose to separate the task “vertically” on sentence- and document-level, while Ji and Eisenstein (2014) are using a single Shift-Reduce parser based on lexical ... See full document
11
Turkish Treebanking: Unifying and Constructing Efforts
... Apart from this line of work, Turkish also has two other annotated treebanks within the UD framework: the Grammar-Book Treebank (C ¸ ¨oltekin, 2015) and the Turkish PUD Treebank 1 . Even though it offers a grand ... See full document
12
Re training Monolingual Parser Bilingually for Syntactic SMT
... The training of most syntactic SMT approaches involves two essential components, word alignment and monolingual ...monolingual parser with the target of maximizing the consistency between parse trees and ... See full document
9
Training Dependency Parser Using Light Feedback
... a parser, such as one that was built based on a very limited amount of fully annotated training ...the training data, our algorithm achieves, on av- erage, only 5% lower performance than when ... See full document
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